PrivDocs AI

Secure multi-tenant RAG. Every user gets an isolated vector store keyed to their login token.

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  • RAG
  • FastAPI
  • JWT
Hosted demo / PrivDocs AI
AI / RAG / 2025—26 PrivDocs AI.

Secure multi-tenant RAG. Every user gets an isolated vector store keyed to their login token.

THE BUILD / AI / RAG

PrivDocs is a document assistant for teams that cannot leak. Every account gets its own isolated vector store, keyed to the login token, so retrieval can never cross tenant boundaries.

What it does

  • Ingests PDFs, docs and web pages into per-tenant indexes
  • Answers with inline citations and a confidence check against the source
  • Streams responses through a FastAPI backend with JWT auth
  • Keeps an audit trail of every question and retrieved chunk

Why it is interesting

The hard part is not the chat UI. It is proving that one tenant can never retrieve another tenant’s chunk. I built the isolation at the storage layer, not just in the prompt.

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